Studies of Human Inference Using On-line Testing
On-line Crowdsourcing of Multi-Timescale Inference Strategies
1 other identifier
interventional
1,000
1 country
1
Brief Summary
The investigators will record behavioral responses from human participants on crowdsourcing platform Prolific to identify the decision strategies humans apply short-term, long-term, and multi timescale (across both timescales) inference tasks. Participants will perform a Jar Switching Task (described in Research Strategy Aim 1- "Jar Switching Task") in which balls are drawn with replacement from one of two known jars. The current jar in use switches based on an underlying change rate across trials. Subjects must perform three task blocks: 1) report the current jar in use (short-term inference), 2) predict the subsequent jar (long-term inference), and 3) both report and predict the jars (multi-timescale inference). The investigators will record these responses, the number (and sequence) of balls drawn, and the response time (time from the end of trial until the response) for each trial. Subjects will perform all blocks (parameters and number of blocks to be determined by inference model development and testing prior to task development) so that we can compare responses at each timescale. Since participants participate voluntarily for small sums of money (around $10/ hour based on duration of task) and the investigators' previous studies have collected over 200 subjects in a matter of days, they will aim to record behavioral data from 1000 subjects. This number allows them to address the broad range of subject variability expected using Bayesian statistical methods such as Bayes factors.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P75+ for not_applicable
Started Feb 2025
1 active site
Health score is calculated from publicly available data and should be used for screening purposes only.
Trial Relationships
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Study Timeline
Key milestones and dates
First Submitted
Initial submission to the registry
April 19, 2023
CompletedFirst Posted
Study publicly available on registry
May 8, 2023
CompletedStudy Start
First participant enrolled
February 15, 2025
CompletedPrimary Completion
Last participant's last visit for primary outcome
November 1, 2025
CompletedStudy Completion
Last participant's last visit for all outcomes
February 1, 2026
CompletedJuly 20, 2025
July 1, 2025
9 months
April 19, 2023
July 16, 2025
Conditions
Outcome Measures
Primary Outcomes (1)
Binary Behavioral Decision Responses
Subject- provided choices (responses on the computer) between two presented options
Through task completion on each task trial, approximately 1-5x/ minute for approximate 30 minutes
Study Arms (1)
Environmental Feature Experiment
EXPERIMENTALInterventions
Subjects will be shown a pair of jars each filled with the same absolute number but different ratios of red/blue balls. Three blocks of trials exist, short-term inference (subjects must identify which of the equally likely jars is currently in use), long-term inference (subjects must predict the subsequent jar in use on the next trial, where jar switches are correlated across trials), or multi-timescale inference (subjects must both report the current jar and predict the subsequent jar, combining the short and longterm inferences). Subjects will draw balls as many balls as they wish with replacement (free response) during the short-term and multi-timescale blocks but will know the current jar in use for long-term inference.
Eligibility Criteria
You may qualify if:
- Adult Prolific participants who have a 95% approval rating and achieve a minimum score of 80% on our pre-test,
- Speak fluent English
- Are in the US.
You may not qualify if:
- None
Contact the study team to confirm eligibility.
Sponsors & Collaborators
- University of Colorado, Boulderlead
- University of Pennsylvaniacollaborator
- University of Houstoncollaborator
Study Sites (1)
University of Colorado Boulder
Boulder, Colorado, 80309, United States
MeSH Terms
Conditions
Interventions
Intervention Hierarchy (Ancestors)
Study Officials
- PRINCIPAL INVESTIGATOR
Tahra Eissa
University of Colorado, Boulder
Central Study Contacts
Study Design
- Study Type
- interventional
- Phase
- not applicable
- Allocation
- NA
- Masking
- NONE
- Purpose
- BASIC SCIENCE
- Intervention Model
- SINGLE GROUP
- Sponsor Type
- OTHER
- Responsible Party
- PRINCIPAL INVESTIGATOR
- PI Title
- Research Associate
Study Record Dates
First Submitted
April 19, 2023
First Posted
May 8, 2023
Study Start
February 15, 2025
Primary Completion
November 1, 2025
Study Completion
February 1, 2026
Last Updated
July 20, 2025
Record last verified: 2025-07
Data Sharing
- IPD Sharing
- Will share
- Shared Documents
- STUDY PROTOCOL, ANALYTIC CODE
- Time Frame
- The data will be made available following publication.
- Access Criteria
- IPD will be available on OSF to all who are interested.
The task structure will be preregistered to Open Science Framework (OSF) prior to data acquisition. De-identified data will be posted to OSF following publication.